FST: Feature selection toolbox. A software package developed for the purpose of feature selection in statistical pattern recognition is presented. The software tool includes both several classical and new methods suitable for dimensionality reduction, classification and data representation. Examples of solved problems are given, as well as observations regarding the behavior of criterion functions.